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@tiagoleonmelo
Created March 31, 2021 13:28
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generating a Face Recognition Dataset from video\n",
"This notebook is a part 1 of 3 in the project of identifying similarity between a movie character and a person.\n",
"\n",
"After extracting a subset of frames within a video, we can perform face detection and, ultimately, face recognition. In order to avoid too much computation and storage, the fraction of frames to be extracted can be adjusted accordingly.\n",
"\n",
"We are only interested in the faces that show up in each frame. As such, in order for faster processing later on, we can select the faces in the picture and export them to a new dataset.\n",
"\n",
"Another option would be: since, we are only interested in the frames where the target character is in-frame, we can discard any other useless frames. However, this would prove to be extremely difficult later on, since frames can be very vague and large, demanding an extremely high number of labelled images, which would have to be done by hand and, furthermore, bigger files mean more computations.\n",
"\n",
"The workflow is then as follows:\n",
"1. Extract *f* frames out of the video\n",
"2. Extract the faces in each frame and export them to a new dataset.\n",
"3. Label a few of the faces in the dataset (1 if it is a *desirable* face, 0 otherwise)\n",
"4. Train a network to do this selection for us\n",
"5. Output the results to what will be the dataset for the next step\n",
"6. Manually check for wrongly classified images"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 0 - Imports and Global Vars"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Image Processing\n",
"import cv2\n",
"from skimage.transform import resize\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Math operations and data wrangling\n",
"import math\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# Utils\n",
"import os\n",
"import sys\n",
"import shutil\n",
"import random\n",
"\n",
"# Class to stop program execution in Jupyter\n",
"class StopExecution(Exception):\n",
" def _render_traceback_(self):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = \"frames/\"\n",
"filename = \"am_psy.mp4\"\n",
"f = 0.1\n",
"start_frame = 10000 # Skipping a few frames because of the video intro\n",
"max_frames = 1000\n",
"GET_NEW_FRAMES = False\n",
"CROP_NEW_PICS = False\n",
"cropped_path = \"cropped/\"\n",
"data_path = \"dataset/\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1 - Extract *f* frames"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"if GET_NEW_FRAMES:\n",
" # Create folders where frames will be stored \n",
" try:\n",
" os.mkdir(path)\n",
" except OSError:\n",
" print (\"Error creating directory %s\" % path)\n",
" print(\"Do you want to delete the currently existing %s directory? [y/n]\" % path)\n",
" ans = input()\n",
" if ans == 'y':\n",
" shutil.rmtree(path)\n",
" os.mkdir(path)\n",
" else:\n",
" raise StopExecution\n",
"\n",
" print (\"\\nSuccessfully created the directory %s\\n\" % path)\n",
"\n",
" # Extract frames\n",
" cap = cv2.VideoCapture(filename)\n",
" cap.set(cv2.CAP_PROP_POS_FRAMES, start_frame)\n",
"\n",
" success, image = cap.read()\n",
" count = 0\n",
"\n",
" while success:\n",
"\n",
" success, image = cap.read()\n",
"\n",
" if random.random() < f:\n",
" cv2.imwrite(path + \"/%d.jpg\" % count, image) # Save frame as JPEG file \n",
" if count % 100 == 0:\n",
" print(\"Saving frame %d...\" % count)\n",
"\n",
" if count == max_frames:\n",
" break\n",
"\n",
" count += 1\n",
"\n",
" print(\"\\nFinished extracting %d frames\" % count)\n",
" cap.release()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2491673b1f0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = plt.imread(path + '75.jpg')\n",
"\n",
"plt.imshow(img)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Extract faces\n",
"We are going to iterate over every image in the subset of frames we have just collected and try to detect a face in it. If we can find it, resize it to a uniform resolution (we cannot have varying sizes when we feed this to a model later on) and save it to a file."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error creating directory cropped/\n"
]
}
],
"source": [
"try:\n",
" os.mkdir(cropped_path)\n",
"except OSError:\n",
" print (\"Error creating directory %s\" % cropped_path)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"if CROP_NEW_PICS:\n",
" # Iterating over every image\n",
" for i in range(0, max_frames):\n",
"\n",
" # Read the input image and convert it to grayscale\n",
" img = cv2.imread(path + str(i) + '.jpg')\n",
" gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
"\n",
" # Load the cascade\n",
" face_cascade = cv2.CascadeClassifier('C:\\\\Users\\\\Tiago\\\\anaconda3\\\\pkgs\\\\libopencv-4.0.1-hbb9e17c_0\\\\Library\\\\etc\\\\haarcascades\\\\haarcascade_frontalface_default.xml')\n",
"\n",
" # Detect faces\n",
" faces = face_cascade.detectMultiScale(\n",
" gray,\n",
" scaleFactor=1.3,\n",
" minNeighbors=5,\n",
" minSize=(30, 30)\n",
" )\n",
"\n",
" if len(faces) > 0:\n",
" for (x, y, w, h) in faces:\n",
" roi_color = gray[y:y + h, x:x + w]\n",
" resized = cv2.resize(roi_color, (224, 224))\n",
"\n",
" status = cv2.imwrite(cropped_path + str(i) + '.jpg', resized)\n",
"\n",
" if not status:\n",
" print (\"Failed writing image %d to filesystem \" % i)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3 - Label a few frames\n",
"Now that we have our frames, let us label a subset of them. Since the \"desirable\" frames are chained, we can define the frame intervals we want to classify as 1 and label every other frame as 0.\n",
"\n",
"Optionally, another easy way to achieve this is to drag and drop pictures to 2 folders with the corresponding label. It is also worth getting rid of noisy pictures that may have been selected as faces in this step.\n",
"\n",
"Ultimately, we are going to store the results in a DataFrame. The pandas' DataFrame easily enables reading/exporting to csv, storing and wrangling data."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"d = {\n",
" 'X': [],\n",
" 'y': []\n",
"}\n",
"\n",
"for filename in os.listdir(cropped_path + '0/'):\n",
" d['X'] += [filename.split('.')[0]]\n",
" d['y'] += [0]\n",
" \n",
"\n",
"for filename in os.listdir(cropped_path + '1/'):\n",
" d['X'] += [filename.split('.')[0]]\n",
" d['y'] += [1]\n",
"\n",
"df = pd.DataFrame(data=d)\n",
"df.to_csv('frame-label.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"X = []\n",
"\n",
"for index, row in df.iterrows():\n",
" temppath = cropped_path + str(row['y']) + '/' + str(row['X']) + '.jpg'\n",
"\n",
" img = plt.imread(temppath)\n",
" X.append(img)\n",
" \n",
"X = np.array(X)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"image = []\n",
"for i in range(0,X.shape[0]):\n",
" a = resize(X[i], preserve_range=True, output_shape=(224,224)).astype(int) # reshaping to 224*224*3\n",
" image.append(a)\n",
" \n",
"X = np.array(image)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(299, 224, 224)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 3.1 - Prepare images\n",
"It is crucial that the data we are going to feed our model is of highest quality possible. This can carry out different meanings depending on the domain of the problem and on the chosen model.\n",
"\n",
"For our use case, we have a CNN and image classification. As such, a few good standards are:\n",
"* Resizing images to a uniform size\n",
"* Normalizing RGB/Greyscale values\n",
"* Removing noise\n",
"* Segmentation"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Normalize the data\n",
"X = X / X.max()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Remove noise\n",
"# Gaussian\n",
"no_noise = []\n",
"for i in range(len(X)):\n",
" blur = cv2.GaussianBlur(X[i], (5, 5), 0).astype('double')\n",
" no_noise.append(blur)\n",
" \n",
"\n",
"# Display two images\n",
"def display(a, b, title1 = \"Original\", title2 = \"Edited\"):\n",
" plt.subplot(121), plt.imshow(a, cmap='gray'), plt.title(title1)\n",
" plt.xticks([]), plt.yticks([])\n",
" plt.subplot(122), plt.imshow(b, cmap='gray'), plt.title(title2)\n",
" plt.xticks([]), plt.yticks([])\n",
" plt.show()\n",
" \n",
"display(X[100], no_noise[100], 'Original', 'Blurred')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(299, 224, 224)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = np.array(no_noise)\n",
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Segmentation\n",
"seg = []\n",
"\n",
"for i in range(len(X)):\n",
" ret, thresh = cv2.threshold(X[i], 0.25, 1, cv2.THRESH_BINARY)\n",
" seg.append(thresh)\n",
"\n",
"# Displaying segmented images\n",
"display(X[223], seg[223], 'Original', 'Segmented')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(299, 224, 224)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = np.array(seg)\n",
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Split between training and testing sets\n",
"from sklearn.model_selection import train_test_split\n",
"X_train, X_valid, y_train, y_valid = train_test_split(X, d['y'], test_size=0.25, random_state=42) # preparing the validation set"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# First element i the number of frames in the train and validation sets, respectivelly, as seen in the shapes above\n",
"X_train = X_train.reshape(X_train.shape[0], 224 * 224)\n",
"X_valid = X_valid.reshape(X_valid.shape[0], 224 * 224)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 4 - Train a model\n",
"\n",
"Let us now train a model to distinguish between the desirable and undesirable frames. This step is a bit of an extra so that we can extend our dataset and force it to contain only desirable frames.\n",
"\n",
"One of the most standard approaches to perform image classification is implement a Convolutional Neural Network. Other equally popular options are using pre-trained networks ([VGG16](https://neurohive.io/en/popular-networks/vgg16/)) or NNs specifically optimized to Facial Recognition ([VGGFace2](https://machinelearningmastery.com/how-to-perform-face-recognition-with-vggface2-convolutional-neural-network-in-keras/))\n",
"\n",
"However, in our case, since we do not have a lot of faces to distinguish, we can use a SVM with a little further pre-processing beforehand. We are going to use Principal Component Analysis to extract the Eigenfaces from our data.\n",
"\n",
"The concept of Eigenface was originally proposed by [M. Turk and A. Pentland, 1991](https://sites.cs.ucsb.edu/~mturk/Papers/mturk-CVPR91.pdf). Put simply, it corresponds to the eigenvectors associated with the dataset, which in turn describe it as a small set of vectors. An eigenvector, on the other hand, is a vector that changes at most by a given factor when applied a linear transformation. There is an underlying bit of complex algebra to really understand this, so if you want to dig deep, 3blue1brown has a great [video](https://www.youtube.com/watch?v=PFDu9oVAE-g) on it."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from time import time\n",
"import logging\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.model_selection import GridSearchCV\n",
"from sklearn.datasets import fetch_lfw_people\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.svm import SVC"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(224, 50176)\n",
"Extracting the top 150 eigenfaces from 224 faces\n",
"done in 1.539s\n",
"Projecting the input data on the eigenfaces orthonormal basis\n",
"done in 0.155s\n"
]
}
],
"source": [
"# Compute PCA (eigenfaces) on the face dataset: unsupervised feature extraction / dimensionality reduction\n",
"n_components = 150\n",
"\n",
"print(X_train.shape)\n",
"print(\"Extracting the top %d eigenfaces from %d faces\"\n",
" % (n_components, X_train.shape[0]))\n",
"t0 = time()\n",
"pca = PCA(n_components=n_components, svd_solver='randomized',\n",
" whiten=True).fit(X_train)\n",
"print(\"done in %0.3fs\" % (time() - t0))\n",
"\n",
"eigenfaces = pca.components_.reshape((n_components, 224, 224))\n",
"\n",
"print(\"Projecting the input data on the eigenfaces orthonormal basis\")\n",
"t0 = time()\n",
"X_train_pca = pca.transform(X_train)\n",
"X_test_pca = pca.transform(X_valid)\n",
"print(\"done in %0.3fs\" % (time() - t0))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting the classifier to the training set\n",
"done in 3.255s\n",
"Best estimator found by grid search:\n",
"SVC(C=1000.0, class_weight='balanced', gamma=0.0001, probability=True)\n"
]
}
],
"source": [
"# Train a SVM classification model\n",
"\n",
"print(\"Fitting the classifier to the training set\")\n",
"t0 = time()\n",
"param_grid = {'C': [1e3, 5e3, 1e4, 5e4, 1e5],\n",
" 'gamma': [0.0001, 0.0005, 0.001, 0.005, 0.01, 0.1], }\n",
"clf = GridSearchCV(\n",
" SVC(kernel='rbf', class_weight='balanced', probability=True), param_grid\n",
")\n",
"clf = clf.fit(X_train_pca, y_train)\n",
"print(\"done in %0.3fs\" % (time() - t0))\n",
"print(\"Best estimator found by grid search:\")\n",
"print(clf.best_estimator_)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicting people's names on the test set\n",
"done in 0.002s\n",
" precision recall f1-score support\n",
"\n",
" 0 0.89 0.95 0.92 44\n",
" 1 0.93 0.84 0.88 31\n",
"\n",
" accuracy 0.91 75\n",
" macro avg 0.91 0.90 0.90 75\n",
"weighted avg 0.91 0.91 0.91 75\n",
"\n",
"0.9066666666666666\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Quantitative evaluation of the model quality on the test set\n",
"print(\"Predicting people's names on the test set\")\n",
"t0 = time()\n",
"y_pred = clf.predict(X_test_pca)\n",
"print(\"done in %0.3fs\" % (time() - t0))\n",
"\n",
"y_valid = [i for i in y_valid]\n",
"y_pred = [i for i in y_pred]\n",
"\n",
"print(classification_report(y_valid, y_pred, target_names=['0', '1']))\n",
"cf_matrix = confusion_matrix(y_valid, y_pred, labels=range(2))\n",
"\n",
"import seaborn as sns\n",
"sns.heatmap(cf_matrix, annot=True, cmap=\"Purples\")\n",
"\n",
"acc = accuracy_score(y_valid, y_pred)\n",
"\n",
"print(acc)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 518.4x518.4 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 518.4x518.4 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Qualitative evaluation of the predictions using matplotlib\n",
"\n",
"def plot_gallery(images, titles, h, w, n_row=3, n_col=4):\n",
" \"\"\"Helper function to plot a gallery of portraits\"\"\"\n",
" plt.figure(figsize=(1.8 * n_col, 2.4 * n_row))\n",
" plt.subplots_adjust(bottom=0, left=.01, right=.99, top=.90, hspace=.35)\n",
" for i in range(n_row * n_col):\n",
" plt.subplot(n_row, n_col, i + 1)\n",
" plt.imshow(images[i].reshape((224, 224)), cmap=plt.cm.gray)\n",
" plt.title(titles[i], size=12)\n",
" plt.xticks(())\n",
" plt.yticks(())\n",
"\n",
"\n",
"# plot the result of the prediction on a portion of the test set\n",
"\n",
"def title(y_pred, y_test, target_names, i):\n",
" pred_name = target_names[y_pred[i]].rsplit(' ', 1)[-1]\n",
" true_name = target_names[y_test[i]].rsplit(' ', 1)[-1]\n",
" return 'predicted: %s\\ntrue: %s' % (pred_name, true_name)\n",
"\n",
"prediction_titles = [title(y_pred, y_valid, ['0', '1'], i)\n",
" for i in range(len(y_pred))]\n",
"\n",
"plot_gallery(X_valid, prediction_titles, 224, 224)\n",
"\n",
"# plot the gallery of the most significative eigenfaces\n",
"\n",
"eigenface_titles = [\"eigenface %d\" % i for i in range(eigenfaces.shape[0])]\n",
"plot_gallery(eigenfaces, eigenface_titles, 224, 224)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 5 - Save model to file\n",
"Now that we have a reasonably-performing model, we can save it to disk using pickle so that later on we don't have to go through training again, making the model much more portable and suitable for deployment."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"s = pickle.dumps(clf)\n",
"with open(\"classifier.pkl\", \"wb\") as f:\n",
" f.write(s)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9066666666666666"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's make sure the model was saved properly\n",
"with open(\"classifier.pkl\", \"rb\") as f:\n",
" loaded = f.read()\n",
" \n",
"clf2 = pickle.loads(loaded)\n",
"y_pred = clf2.predict(X_test_pca)\n",
"\n",
"acc = accuracy_score(y_valid, y_pred)\n",
"acc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## New pics"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error creating directory dataset/\n",
"Do you want to delete the currently existing dataset/ directory? [y/n]\n",
"n\n"
]
}
],
"source": [
"# Create folders where frames will be stored\n",
"try:\n",
" os.mkdir(data_path)\n",
"except OSError:\n",
" print (\"Error creating directory %s\" % data_path)\n",
" print(\"Do you want to delete the currently existing %s directory? [y/n]\" % data_path)\n",
" ans = input()\n",
" if ans == 'y':\n",
" shutil.rmtree(data_path)\n",
" os.mkdir(data_path)\n",
" else:\n",
" raise StopExecution\n",
"\n",
"print (\"\\nSuccessfully created the directory %s\\n\" % data_path)\n",
"\n",
"# Extract frames\n",
"new_cap = cv2.VideoCapture(\"am_psy.mp4\")\n",
"new_cap.set(cv2.CAP_PROP_POS_FRAMES, start_frame)\n",
"\n",
"success, image = new_cap.read()\n",
"count = 0\n",
"\n",
"while success:\n",
"\n",
" success, image = new_cap.read()\n",
"\n",
" if random.random() < f:\n",
" # Convert frame to greyscale\n",
" gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
"\n",
" # Load the cascade\n",
" face_cascade = cv2.CascadeClassifier('C:\\\\Users\\\\Tiago\\\\anaconda3\\\\pkgs\\\\libopencv-4.0.1-hbb9e17c_0\\\\Library\\\\etc\\\\haarcascades\\\\haarcascade_frontalface_default.xml')\n",
"\n",
" # Detect faces\n",
" faces = face_cascade.detectMultiScale(\n",
" gray,\n",
" scaleFactor=1.3,\n",
" minNeighbors=5,\n",
" minSize=(30, 30)\n",
" )\n",
"\n",
" if len(faces) > 0:\n",
" for (x, y, w, h) in faces:\n",
" roi = gray[y:y + h, x:x + w]\n",
" saveable = cv2.resize(roi, (224, 224))\n",
" resized = cv2.resize(roi, (224, 224))\n",
" \n",
" resized = resized / resized.max()\n",
" blur = cv2.GaussianBlur(resized, (5, 5), 0).astype('double')\n",
" ret, thresh = cv2.threshold(blur, 0.15, 1, cv2.THRESH_BINARY)\n",
" \n",
" \n",
" #X_new = np.array(thresh)\n",
" X_new = resized.reshape(1, 224 * 224)\n",
" X_new = pca.transform(X_new)\n",
" \n",
" ynew = clf.predict_proba(X_new)\n",
" \n",
" if ynew[0][1] >= 0.8:\n",
" status = cv2.imwrite(data_path + str(count) + '.jpg', saveable)\n",
"\n",
" if not status:\n",
" print (\"Failed writing image %d to filesystem \" % i)\n",
" else:\n",
" print(\"Discarding.. output was\", ynew)\n",
"\n",
" if count % 100 == 0:\n",
" print(\"Saving frame %d...\" % count)\n",
"\n",
" if count == max_frames:\n",
" break\n",
"\n",
" count += 1\n",
"\n",
"print(\"\\nFinished extracting %d frames\" % count)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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